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Models/Virtual Inversion+Unified Attention Control+LCM

Virtual Inversion+Unified Attention Control+LCM

Reported on 16 benchmarks across 4 tasks · 1 paper · 8 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Audio8 results

  • 10-shot image generationonPIE-Bench
    Background LPIPS· 2023-12-07
    47.58
    best: 9.92 (KV-Edit)
    SOTA
    Inversion-Free Image Editing with Natural LanguagearXiv:2312.04965
  • 10-shot image generationonPIE-Bench
    Background PSNR· 2023-12-07
    28.51
    best: 35.87 (KV-Edit)
    SOTA
    Inversion-Free Image Editing with Natural LanguagearXiv:2312.04965
  • 1 Image, 2*2 StitchionPIE-Bench
    Background LPIPS· 2023-12-07
    47.58
    best: 9.92 (KV-Edit)
    SOTA
    Inversion-Free Image Editing with Natural LanguagearXiv:2312.04965
  • 1 Image, 2*2 StitchionPIE-Bench
    Background PSNR· 2023-12-07
    28.51
    best: 35.87 (KV-Edit)
    SOTA
    Inversion-Free Image Editing with Natural LanguagearXiv:2312.04965
  • 10-shot image generationonPIE-Bench
    CLIPSIM· 2023-12-07
    25.03
    best: 27.33 (FireFlow (Add Q))
    Inversion-Free Image Editing with Natural LanguagearXiv:2312.04965
  • 10-shot image generationonPIE-Bench
    Structure Distance· 2023-12-07
    13.78
    best: 70.9 (FireFlow (Add Q))
    Inversion-Free Image Editing with Natural LanguagearXiv:2312.04965
  • 1 Image, 2*2 StitchionPIE-Bench
    CLIPSIM· 2023-12-07
    25.03
    best: 27.33 (FireFlow (Add Q))
    Inversion-Free Image Editing with Natural LanguagearXiv:2312.04965
  • 1 Image, 2*2 StitchionPIE-Bench
    Structure Distance· 2023-12-07
    13.78
    best: 70.9 (FireFlow (Add Q))
    Inversion-Free Image Editing with Natural LanguagearXiv:2312.04965

Medical4 results

  • Image GenerationonPIE-Bench
    Background LPIPS· 2023-12-07
    47.58
    best: 9.92 (KV-Edit)
    SOTA
    Inversion-Free Image Editing with Natural LanguagearXiv:2312.04965
  • Image GenerationonPIE-Bench
    Background PSNR· 2023-12-07
    28.51
    best: 35.87 (KV-Edit)
    SOTA
    Inversion-Free Image Editing with Natural LanguagearXiv:2312.04965
  • Image GenerationonPIE-Bench
    CLIPSIM· 2023-12-07
    25.03
    best: 27.33 (FireFlow (Add Q))
    Inversion-Free Image Editing with Natural LanguagearXiv:2312.04965
  • Image GenerationonPIE-Bench
    Structure Distance· 2023-12-07
    13.78
    best: 70.9 (FireFlow (Add Q))
    Inversion-Free Image Editing with Natural LanguagearXiv:2312.04965

Natural Language Processing4 results

  • Text-to-Image GenerationonPIE-Bench
    Background LPIPS· 2023-12-07
    47.58
    best: 9.92 (KV-Edit)
    SOTA
    Inversion-Free Image Editing with Natural LanguagearXiv:2312.04965
  • Text-to-Image GenerationonPIE-Bench
    Background PSNR· 2023-12-07
    28.51
    best: 35.87 (KV-Edit)
    SOTA
    Inversion-Free Image Editing with Natural LanguagearXiv:2312.04965
  • Text-to-Image GenerationonPIE-Bench
    CLIPSIM· 2023-12-07
    25.03
    best: 27.33 (FireFlow (Add Q))
    Inversion-Free Image Editing with Natural LanguagearXiv:2312.04965
  • Text-to-Image GenerationonPIE-Bench
    Structure Distance· 2023-12-07
    13.78
    best: 70.9 (FireFlow (Add Q))
    Inversion-Free Image Editing with Natural LanguagearXiv:2312.04965